On June 30th 2025, at ENS de Lyon, in the framework of the COLT2025 conference on learning theory , the SHARP and Foundry projects of the PEPR IA are co-organizing a one-day workshop on “Occam’s razor at the age of LLM’s”. The workshop will be dedicated to recent advances in frugal and robust learning.